{"id":"W4412116633","doi":"10.1002/nau.70116","title":"Utilizing Predictive Analytics to Understand Neurogenic Bladder Symptom Score (NBSS) Variations in Adults With Acquired Spinal Cord Injury","year":2025,"lang":"en","type":"article","venue":"Neurourology and Urodynamics","topic":"Urinary Bladder and Prostate Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"H2020 European Research Council; Patient-Centered Outcomes Research Institute","keywords":"Medicine; Spinal cord injury; Spinal cord; Rehabilitation; Physical medicine and rehabilitation; Neurogenic bladder dysfunction; Physical therapy; Urinary bladder; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002884482,0.0008731667,0.0005652038,0.003160581,0.0004280993,0.001262691,0.0005396521,0.0005893105,0.001408297],"category_scores_gemma":[0.01390564,0.0002459189,0.001191888,0.001802585,0.000276566,0.0008987195,0.000910583,0.0009820355,0.0003356406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006849957,"about_ca_system_score_gemma":0.001084509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01352946,"about_ca_topic_score_gemma":0.01277054,"domain_scores_codex":[0.9988932,0.0004582541,0.0001101643,0.0002211764,0.0001824691,0.0001348115],"domain_scores_gemma":[0.9925565,0.005332965,0.001008171,0.0002446423,0.0006196308,0.0002380671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002695018,0.0003246373,0.9356164,0.00008707622,0.0002501908,0.0001004488,0.0002607367,0.02440705,0.0002684268,0.0004427414,0.00131677,0.0366561],"study_design_scores_gemma":[0.00004548854,0.0004863745,0.3840152,0.0002304223,0.0002601754,0.0002540546,0.0008966093,0.6030589,0.0007698435,0.008269884,0.001655468,0.00005752485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666402,0.0006810803,0.02463031,0.001489888,0.00004158958,0.0001457228,0.004478543,0.00030027,0.001592454],"genre_scores_gemma":[0.9874898,0.0001772214,0.00862024,0.0001159506,0.00002908615,0.00007146651,0.003332665,0.00001192499,0.0001516487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01352946,"threshold_uncertainty_score":0.02690142,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.020055192135245,"score_gpt":0.3153838262205899,"score_spread":0.2953286340853449,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}